FinFET isolation structure and method for fabricating the same

A semiconductor device includes a semiconductor substrate, a first semiconductor fin, a second semiconductor fin, an air gap and a dielectric cap layer. The first semiconductor fin is disposed on the semiconductor substrate, and the second semiconductor fin is disposed on the semiconductor substrate. The air gap is located between the first semiconductor fin and the second semiconductor fin, and the dielectric cap layer caps a top of the air gap.